San Fran infra chanfes
https://siepr.stanford.edu/publications/policy-brief/donut-effect-how-covid-19-shapes-real-estate#:~:text=But%20what%20is%20driving%20the,work%20from%20home%20(WFH).
The Central Subway T Third Line in San Francisco is a pivotal
addition to the city’s public transportation network, representing a
crucial extension of the Muni Metro system. This underground light rail
line, officially known as the T Third Street line, connects the
southeastern neighborhoods of Bayview-Hunters Point and Visitacion
Valley to the city’s downtown area. Serving as a vital link for
residents and commuters, the Central Subway enhances accessibility,
reduces travel times, and fosters connectivity in a historically
underserved region. With its integration into the broader Muni Metro
system, the T Third Line plays a key role in supporting the city’s
commitment to sustainable and efficient public transportation
options.

The Central Subway T Third Line in San Francisco connects various
neighborhoods, serving as a crucial link between different areas of the
city. Specifically, it connects:
Bayview-Hunters Point:
The T Third Line starts in the southeastern neighborhood of
Bayview-Hunters Point, an area historically underserved by public
transportation. Visitacion Valley:
The line extends through Visitacion Valley, another neighborhood in
the southeastern part of San Francisco. South of Market (SoMa):
As the T Third Line progresses northward, it serves the South of
Market (SoMa) district, a dynamic and rapidly developing area with a mix
of residential and commercial spaces. Downtown San Francisco:
The line continues into the heart of downtown San Francisco,
connecting to the existing Muni Metro system and providing access to
various business, cultural, and entertainment districts. By connecting
these diverse neighborhoods, the T Third Line contributes to improved
accessibility, efficient commuting, and enhanced connectivity for
residents and visitors alike. The extension of the Muni Metro system via
the Central Subway plays a significant role in fostering a more
integrated and accessible public transportation network throughout the
city.
R Markdown
library(tidyverse)
library(tidycensus)
library(sf)
library(tidyr)
library(ggplot2)
library(viridis)
library(stringr)
library(mapview)
library(tigris)
library(ggplot2)
library(dplyr)
library(ggbeeswarm)
library(scales)
library(ggiraph)
library(plotly)
mapview(san_francisco, zcol = "estimate")
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